Single‐cell combined with bulk‐RNA data reveal a pattern related to angiogenesis in breast cancer patients: Individualized medicine

乳腺癌 血管生成 转移 癌症 肿瘤科 计算生物学 生物 癌症研究 生物信息学 医学 内科学
作者
Wei Zhang,Yan Yu,Fan Yang
出处
期刊:Environmental Toxicology [Wiley]
卷期号:39 (2): 695-707
标识
DOI:10.1002/tox.23947
摘要

Abstract Angiogenesis contributes to tumor progression, aggressive behavior, and metastasis. Although several endothelial dysfunction genes (angiogenesis‐related genes [ARGs]) have been identified as diagnostic biomarkers of breast cancer in a few studies, the mixed effects of ARGs have not been thoroughly investigated. The RNA sequencing data and patient survival datasets of breast cancer were obtained for further analysis. MSigDB website includes angiogenesis‐related mechanisms. The consensus clustering analysis identifies 1082 breast cancer patients as three clusters. differential expression genes (DEGs) were identified by limma package. GO combined with gene set enrichment analysis (GSEA) to identify cytogenetic functions between two predefined clusters. Then Serpin Family F Member 1 ( SERPINF1) , angiomotin ( AMOT) , promyelocytic leukemia ( PML) , and BTG anti‐proliferation factor 1 ( BTG) were selected to construct prediction models using random forest survival analysis. External validation was performed using the GSE58812 triple‐negative breast cancer cohort as the validation set. The median scoring system was used to discern the high‐ and low‐risk groups, and there was a significant difference in their diagnostic results. Immunological infiltration scores were calculated using single sample gene set enrichment analysis (ssGSEA) and xCell algorithms, and consciousness scores were calculated using the R package “oncoPredict” for drugs in the Genomics of Drug Sensitivity in Cancer (GDSC) database. In addition, the single‐cell analysis of seven triple‐negative breast cancers using scRNA‐seq information from GSE118389 demonstrated the interpretation of SERPINF1, AMOT, PML , and BTG1 . In conclusion, this investigation engineered ARG‐centric disease paradigms that not only prognosticated prospective therapeutic compounds, but also projected their mechanistic trajectories, thereby facilitating the proposition of tailored treatments within diverse patient cohorts diagnosed with breast cancer.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
小蘑菇应助李亚军采纳,获得10
1秒前
ABC发布了新的文献求助10
1秒前
2秒前
老八发布了新的文献求助10
2秒前
ZZ发布了新的文献求助10
3秒前
正直的如凡完成签到,获得积分10
3秒前
李李李完成签到,获得积分10
4秒前
4秒前
可爱的函函应助汎影采纳,获得10
5秒前
7秒前
结实的凝天完成签到,获得积分10
8秒前
Bihhh完成签到 ,获得积分10
8秒前
liu发布了新的文献求助10
9秒前
朝圣发布了新的文献求助10
9秒前
FashionBoy应助科研小菜采纳,获得10
10秒前
10秒前
所所应助ZZ采纳,获得10
11秒前
13秒前
不上电线杆完成签到,获得积分10
14秒前
英吉利25发布了新的文献求助10
16秒前
小明123发布了新的文献求助10
16秒前
17秒前
18秒前
今后应助汎影采纳,获得10
18秒前
朝圣完成签到,获得积分10
18秒前
20秒前
20秒前
pugongy完成签到,获得积分20
22秒前
22秒前
22秒前
科研鸟发布了新的文献求助10
23秒前
小明123完成签到,获得积分10
23秒前
科研小菜发布了新的文献求助10
23秒前
百花完成签到,获得积分10
24秒前
25秒前
25秒前
26秒前
上官若男应助如初采纳,获得10
27秒前
凤凰山发布了新的文献求助10
28秒前
29秒前
高分求助中
Ophthalmic Equipment Market by Devices(surgical: vitreorentinal,IOLs,OVDs,contact lens,RGP lens,backflush,diagnostic&monitoring:OCT,actorefractor,keratometer,tonometer,ophthalmoscpe,OVD), End User,Buying Criteria-Global Forecast to2029 2000
A new approach to the extrapolation of accelerated life test data 1000
Cognitive Neuroscience: The Biology of the Mind 1000
Technical Brochure TB 814: LPIT applications in HV gas insulated switchgear 1000
Nucleophilic substitution in azasydnone-modified dinitroanisoles 500
不知道标题是什么 500
A Preliminary Study on Correlation Between Independent Components of Facial Thermal Images and Subjective Assessment of Chronic Stress 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 3964418
求助须知:如何正确求助?哪些是违规求助? 3510063
关于积分的说明 11150843
捐赠科研通 3244057
什么是DOI,文献DOI怎么找? 1792271
邀请新用户注册赠送积分活动 873697
科研通“疑难数据库(出版商)”最低求助积分说明 803916